Research Article

A Dictionary Learning Method with Total Generalized Variation for MRI Reconstruction

Table 1

Reconstruction PSNR (dB) and HFEN values at different undersampling factors with the same pseudo radial sampling trajectories.

Downsampling factor20-folder10-folder8-folder6-folder4-folder2.5-folder

DLMRI 31.86 (1.56)37.17 (0.66) 39.45 (0.40)41.01 (0.26)43.92 (0.12)48.60 (0.05)
SHTGV 30.92 (1.70)37.31 (0.71) 40.06 (0.44)41.85 (0.31)44.82 (0.18)48.18 (0.12)
DLTGV 32.39 (1.48)38.89 (0.51) 41.70 (0.27)44.30 (0.14)47.34 (0.06)51.87 (0.03)